AI VISIBILITY SCOREAS OF 2026-09-03 · ENGAGEMII INDEX
4.5/ 10

#1,378,519 OF 2,702,035 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Kernel Ops

Kernel Ops

Unclaimed

kernel-ops.com · Technology

Borderline visible. AI bots can crawl Kernel Ops, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 1 times

Claude

#1,378,519 of 2,702,035 in Technology for AI visibility

5

AEO Visibility

i

Borderline · 4.5/10

35

Muse Index Score

i

AI agent readiness

Agent-ready · 35/100

0

AI Adoption

i

None detected · 0/100

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About Kernel Ops

from our crawl and measurement

Kernel Ops, based in Paris, describes itself simply: "Cabinet de conseil en performance opérationnelle et intelligence artificielle appliquée à l'industrie, pour les PME." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.

Our crawl found structured data on the page (Organization, WebSite, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Technology
Last scored · Sep 3, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Strong

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.5/10, Kernel Ops is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Où partent réellement les pertes dans une PME industrielle ?

Rarement là où on les cherche. Le temps machine perdu se voit, il apparaît sur un écran. Ce qui coûte le plus se compte ailleurs : les ressaisies entre deux systèmes qui ne se parlent pas, les retouches qu'on ne déclare pas parce qu'elles font partie du métier, les contrôles installés après une réclamation et jamais remis en question, les réunions qui existent parce que l'information ne circule pas.

Comment se déroule une intervention ?

En trois temps, et le premier est le plus important. Mesurer. Relever ce qui se passe vraiment, avec des chiffres, avant de proposer quoi que ce soit. Sans ça, on traite ce qui se voit le plus, qui est rarement ce qui coûte le plus. Prioriser. Classer les pertes par ce qu'elles représentent réellement, et non par leur visibilité. Deux ou trois causes concentrent presque toujours l'essentiel. Traiter, puis vérifier.

Pourquoi commencer par les outils gratuits ?

Parce que vous jugez le travail avant d'en parler avec moi. Les quatre calculateurs du site appliquent les normes et les formules de référence de leur domaine, ils sont gratuits, sans compte, et le calcul s'exécute dans votre navigateur sans qu'aucune donnée ne soit transmise. Si vous ne savez pas encore où ça coince, le diagnostic de performance balaie cinq axes en cinq minutes.

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Picked for Kernel Ops: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/kernel-ops

Cite this score: Engagemii (2026). "AEO Score for Kernel Ops." Retrieved from https://engagemii.com/aeo/brands/kernel-ops

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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